DK3971824T3 - Forbedring af kvaliteten af medicinske billeder ved hjælp af multikontrast og dyb læring - Google Patents
Forbedring af kvaliteten af medicinske billeder ved hjælp af multikontrast og dyb læring Download PDFInfo
- Publication number
- DK3971824T3 DK3971824T3 DK21207739.0T DK21207739T DK3971824T3 DK 3971824 T3 DK3971824 T3 DK 3971824T3 DK 21207739 T DK21207739 T DK 21207739T DK 3971824 T3 DK3971824 T3 DK 3971824T3
- Authority
- DK
- Denmark
- Prior art keywords
- multicontrast
- improving
- quality
- deep learning
- medical images
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
- G06T5/70—Denoising; Smoothing
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/0002—Inspection of images, e.g. flaw detection
- G06T7/0012—Biomedical image inspection
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T3/00—Geometric image transformations in the plane of the image
- G06T3/60—Rotation of whole images or parts thereof
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
- G06T5/20—Image enhancement or restoration using local operators
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
- G06T5/50—Image enhancement or restoration using two or more images, e.g. averaging or subtraction
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
- G06T5/60—Image enhancement or restoration using machine learning, e.g. neural networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10072—Tomographic images
- G06T2207/10081—Computed x-ray tomography [CT]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10072—Tomographic images
- G06T2207/10088—Magnetic resonance imaging [MRI]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20084—Artificial neural networks [ANN]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20172—Image enhancement details
- G06T2207/20182—Noise reduction or smoothing in the temporal domain; Spatio-temporal filtering
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Medical Informatics (AREA)
- General Health & Medical Sciences (AREA)
- Health & Medical Sciences (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- Radiology & Medical Imaging (AREA)
- Quality & Reliability (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Magnetic Resonance Imaging Apparatus (AREA)
- Image Processing (AREA)
- Ultra Sonic Daignosis Equipment (AREA)
- Apparatus For Radiation Diagnosis (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US15/475,760 US10096109B1 (en) | 2017-03-31 | 2017-03-31 | Quality of medical images using multi-contrast and deep learning |
| EP18774771.2A EP3600026B1 (en) | 2017-03-31 | 2018-03-20 | Improving quality of medical images using multi-contrast and deep learning |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| DK3971824T3 true DK3971824T3 (da) | 2023-01-30 |
Family
ID=63670653
Family Applications (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| DK18774771.2T DK3600026T3 (da) | 2017-03-31 | 2018-03-20 | Forbedring af kvaliteten af medicinske billeder under anvendelse af multikontrast og dybdelæring |
| DK21207739.0T DK3971824T3 (da) | 2017-03-31 | 2018-03-20 | Forbedring af kvaliteten af medicinske billeder ved hjælp af multikontrast og dyb læring |
Family Applications Before (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| DK18774771.2T DK3600026T3 (da) | 2017-03-31 | 2018-03-20 | Forbedring af kvaliteten af medicinske billeder under anvendelse af multikontrast og dybdelæring |
Country Status (7)
| Country | Link |
|---|---|
| US (2) | US10096109B1 (da) |
| EP (3) | EP3971824B1 (da) |
| CN (1) | CN110461228B (da) |
| DK (2) | DK3600026T3 (da) |
| ES (3) | ES2906349T3 (da) |
| PL (2) | PL3600026T3 (da) |
| WO (1) | WO2018183044A1 (da) |
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| US10726573B2 (en) * | 2016-08-26 | 2020-07-28 | Pixart Imaging Inc. | Object detection method and system based on machine learning |
| CN107786867A (zh) | 2016-08-26 | 2018-03-09 | 原相科技股份有限公司 | 基于深度学习架构的图像辨识方法及系统 |
| WO2019028472A1 (en) | 2017-08-04 | 2019-02-07 | Outward, Inc. | IMAGE PROCESSING TECHNIQUES BASED ON MACHINE LEARNING |
| CN107527069A (zh) * | 2017-08-22 | 2017-12-29 | 京东方科技集团股份有限公司 | 图像处理方法、装置、电子设备及计算机可读介质 |
| BR112020007105A2 (pt) * | 2017-10-09 | 2020-09-24 | The Board Of Trustees Of The Leland Stanford Junior University | método para treinar um dispositivo de diagnóstico por imagem para realizar uma imagem para diagnóstico médico com uma dose reduzida de agente de contraste |
| CN111447877A (zh) | 2017-10-23 | 2020-07-24 | 皇家飞利浦有限公司 | 使用深度成像的正电子发射断层摄影(pet)系统设计优化 |
| WO2019161043A1 (en) * | 2018-02-15 | 2019-08-22 | GE Precision Healthcare LLC | System and method for synthesizing magnetic resonance images |
| US10393842B1 (en) * | 2018-02-20 | 2019-08-27 | The Board Of Trustees Of The Leland Stanford Junior University | Highly-scalable image reconstruction using deep convolutional neural networks with bandpass filtering |
| KR102708986B1 (ko) * | 2018-04-19 | 2024-09-24 | 서틀 메디컬, 인크. | 딥 러닝을 사용하여 자기 공명 이미징을 향상시키기 위한 시스템들 및 방법들 |
| US11820289B2 (en) * | 2018-07-31 | 2023-11-21 | Sony Semiconductor Solutions Corporation | Solid-state imaging device and electronic device |
| WO2020027233A1 (ja) | 2018-07-31 | 2020-02-06 | ソニーセミコンダクタソリューションズ株式会社 | 撮像装置及び車両制御システム |
| KR20210059712A (ko) | 2018-08-07 | 2021-05-25 | 블링크에이아이 테크놀로지스, 아이엔씨. | 이미지 향상을 위한 인공지능 기법 |
| US10915990B2 (en) | 2018-10-18 | 2021-02-09 | General Electric Company | Systems and methods for denoising medical images with deep learning network |
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| CN110428415B (zh) * | 2019-08-05 | 2022-05-13 | 上海联影医疗科技股份有限公司 | 医学图像的质量评估方法、装置、设备及存储介质 |
| EP4031895B1 (en) | 2019-09-18 | 2026-04-22 | Bayer Aktiengesellschaft | System, method, and computer program product for predicting, anticipating, and/or assessing tissue characteristics |
| CA3154650A1 (en) | 2019-09-18 | 2021-03-25 | Bayer Aktiengesellschaft | Generation of mri images of the liver |
| ES2955349T3 (es) | 2019-09-18 | 2023-11-30 | Bayer Ag | Predicción de imágenes MRI mediante un modelo de predicción entrenado por aprendizaje supervisado |
| CA3151320A1 (en) | 2019-09-25 | 2021-04-01 | Subtle Medical, Inc. | Systems and methods for improving low dose volumetric contrast-enhanced mri |
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| CN112770838B (zh) * | 2019-10-01 | 2023-08-25 | 长沙微妙医疗科技有限公司 | 使用自关注深度学习进行图像增强的系统和方法 |
| US20230120273A1 (en) | 2019-10-11 | 2023-04-20 | Bayer Aktiengesellschaft | Acceleration of mri examinations |
| EP4073760B1 (en) * | 2019-12-11 | 2025-10-15 | Koninklijke Philips N.V. | Anatomical encryption of patient images for artificial intelligence |
| US11320357B2 (en) | 2019-12-23 | 2022-05-03 | Chevron U.S.A. Inc. | System and method for estimation of rock properties from core images |
| CN111242846B (zh) * | 2020-01-07 | 2022-03-22 | 福州大学 | 基于非局部增强网络的细粒度尺度图像超分辨率方法 |
| US11348243B2 (en) | 2020-01-24 | 2022-05-31 | GE Precision Healthcare LLC | Systems and methods for medical image style transfer using deep neural networks |
| JP7557944B2 (ja) * | 2020-01-29 | 2024-09-30 | 浜松ホトニクス株式会社 | 画像処理装置および画像処理方法 |
| FR3108176B1 (fr) * | 2020-03-10 | 2022-09-02 | Data Pixel | Dispositif de détection de défauts de surface sur au moins une face terminale d’au moins une fibre optique. |
| CN115398555A (zh) | 2020-04-03 | 2022-11-25 | 拜耳公司 | 生成放射线图像 |
| CN111553860B (zh) * | 2020-04-29 | 2023-04-28 | 北京理工大学 | 水色遥感影像的深度学习非邻域均值化处理方法及系统 |
| EP3916417A1 (en) | 2020-05-28 | 2021-12-01 | Koninklijke Philips N.V. | Correction of magnetic resonance images using multiple magnetic resonance imaging system configurations |
| CN111870245B (zh) * | 2020-07-02 | 2022-02-11 | 西安交通大学 | 一种跨对比度引导的超快速核磁共振成像深度学习方法 |
| US11346912B2 (en) | 2020-07-23 | 2022-05-31 | GE Precision Healthcare LLC | Systems and methods of generating robust phase images in magnetic resonance images |
| WO2022060088A1 (en) * | 2020-09-15 | 2022-03-24 | Samsung Electronics Co., Ltd. | A method and an electronic device for detecting and removing artifacts/degradations in media |
| CN113012077B (zh) * | 2020-10-20 | 2023-04-07 | 杭州微帧信息科技有限公司 | 一种基于卷积导向图滤波的去噪方法 |
| CN112801128B (zh) * | 2020-12-14 | 2023-10-13 | 深圳云天励飞技术股份有限公司 | 非机动车识别方法、装置、电子设备及存储介质 |
| CN116635887A (zh) * | 2020-12-15 | 2023-08-22 | 索尼集团公司 | 信息处理装置、信息处理系统、信息处理方法和程序 |
| JP7744744B2 (ja) * | 2020-12-17 | 2025-09-26 | 富士フイルム株式会社 | 画像処理装置、画像処理方法、及び、磁気共鳴イメージング装置 |
| CN112767260B (zh) * | 2020-12-30 | 2024-11-26 | 上海联影智能医疗科技有限公司 | 图像质量提升方法、装置、计算机设备和存储介质 |
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| JP2022161004A (ja) | 2021-04-07 | 2022-10-20 | キヤノンメディカルシステムズ株式会社 | 医用データ処理方法、モデル生成方法、医用データ処理装置、および医用データ処理プログラム |
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| EP4697260A3 (en) * | 2021-04-23 | 2026-04-08 | The Methodist Hospital | Method of ct denoising employing deep learning of multiple co-registered scans of the same person and group convolutional neural network analyses |
| JP7699466B2 (ja) | 2021-05-21 | 2025-06-27 | 学校法人藤田学園 | 医用情報処理方法、医用情報処理装置および医用画像処理装置 |
| US12136484B2 (en) | 2021-11-05 | 2024-11-05 | Altis Labs, Inc. | Method and apparatus utilizing image-based modeling in healthcare |
| CN114121230A (zh) * | 2021-11-09 | 2022-03-01 | 杭州太美星程医药科技有限公司 | 医学图像显示方法及其装置、电子设备和计算机存储介质 |
| CN114092520B (zh) * | 2021-11-19 | 2023-12-26 | 电子科技大学长三角研究院(湖州) | 基于生成对抗网络的地面运动目标重聚焦方法及系统 |
| CN114129171B (zh) * | 2021-12-01 | 2022-06-03 | 山东省人工智能研究院 | 一种基于改进的残差密集网络的心电信号降噪方法 |
| EP4224420B1 (en) * | 2022-02-04 | 2025-11-12 | Siemens Healthineers AG | A computer-implemented method for determining scar segmentation |
| EP4224195B1 (en) * | 2022-02-08 | 2025-04-02 | Siemens Healthineers AG | Computer-implemented method for denoising mr images of different contrasts acquired using the same acquisition technique |
| CN115510897B (zh) * | 2022-08-31 | 2025-09-26 | 杭州质子科技有限公司 | 一种基于多分辨率注意网络的心电信号去噪方法 |
| CN118657699B (zh) * | 2024-08-21 | 2024-11-12 | 中国石油天然气管道工程有限公司 | 一种用于地下水封洞库掌子面节理图像的增强方法 |
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| DE102010041107A1 (de) * | 2010-09-21 | 2012-01-19 | Siemens Aktiengesellschaft | Bildverarbeitungsverfahren für medizinische Bilddaten |
| NL2008702A (en) * | 2011-05-25 | 2012-11-27 | Asml Netherlands Bv | Computational process control. |
| US9378548B2 (en) * | 2011-12-01 | 2016-06-28 | St. Jude Children's Research Hospital | T2 spectral analysis for myelin water imaging |
| US20130202079A1 (en) * | 2012-02-07 | 2013-08-08 | Lifeng Yu | System and Method for Controlling Radiation Dose for Radiological Applications |
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| US20150025666A1 (en) * | 2013-07-16 | 2015-01-22 | Children's National Medical Center | Three dimensional printed replicas of patient's anatomy for medical applications |
| US11647915B2 (en) * | 2014-04-02 | 2023-05-16 | University Of Virginia Patent Foundation | Systems and methods for medical imaging incorporating prior knowledge |
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-
2017
- 2017-03-31 US US15/475,760 patent/US10096109B1/en active Active
-
2018
- 2018-03-20 PL PL18774771T patent/PL3600026T3/pl unknown
- 2018-03-20 PL PL21207739.0T patent/PL3971824T3/pl unknown
- 2018-03-20 DK DK18774771.2T patent/DK3600026T3/da active
- 2018-03-20 ES ES18774771T patent/ES2906349T3/es active Active
- 2018-03-20 EP EP21207739.0A patent/EP3971824B1/en active Active
- 2018-03-20 DK DK21207739.0T patent/DK3971824T3/da active
- 2018-03-20 ES ES21207739T patent/ES2937424T3/es active Active
- 2018-03-20 EP EP22204287.1A patent/EP4148660B1/en active Active
- 2018-03-20 ES ES22204287T patent/ES2974495T3/es active Active
- 2018-03-20 WO PCT/US2018/023383 patent/WO2018183044A1/en not_active Ceased
- 2018-03-20 CN CN201880022949.8A patent/CN110461228B/zh active Active
- 2018-03-20 EP EP18774771.2A patent/EP3600026B1/en active Active
- 2018-10-04 US US16/152,185 patent/US10467751B2/en active Active
Also Published As
| Publication number | Publication date |
|---|---|
| PL3600026T3 (pl) | 2022-03-07 |
| WO2018183044A1 (en) | 2018-10-04 |
| US20190035078A1 (en) | 2019-01-31 |
| ES2906349T3 (es) | 2022-04-18 |
| CN110461228B (zh) | 2024-01-30 |
| ES2974495T3 (es) | 2024-06-27 |
| EP3971824B1 (en) | 2022-11-02 |
| ES2937424T3 (es) | 2023-03-28 |
| CN110461228A (zh) | 2019-11-15 |
| PL3971824T3 (pl) | 2023-03-06 |
| US10096109B1 (en) | 2018-10-09 |
| EP3600026B1 (en) | 2021-11-17 |
| US10467751B2 (en) | 2019-11-05 |
| EP3971824A1 (en) | 2022-03-23 |
| DK3600026T3 (da) | 2022-02-07 |
| EP4148660B1 (en) | 2024-03-06 |
| US20180286037A1 (en) | 2018-10-04 |
| EP4148660A1 (en) | 2023-03-15 |
| EP3600026A4 (en) | 2020-12-30 |
| EP3600026A1 (en) | 2020-02-05 |
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